Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131453	ENR	Debra F Hanson	1952-05-14	UHC-88261-03	8846283798	2273 Main St, San Diego, CA, 92196	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-109625	ENR	Kathyrn L Carpenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
ENR-108637	ENR	Heather Hawkins	1940-09-04	UHC-59216-69	7528600942	4643 Apache Blvd, Tempe, AZ, 85234	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-113033	ENR	Peter Vazquez	1992-08-09	UHC-49745-85	3448505842	776 Mesa Dr, Sacramento, CA, 95824	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-136957	ENR	Isabella Lewis	1952-09-19	UHC-11005-47	8197379585	6395 Valley View Dr, Glendale, AZ, 85326	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-131861	ENR	Bowman Maria	1966-12-13	UHC-86900-82	5894314577	6396 Indian School Rd, Eden Prairie, MN, 55375	0.66	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-121063	ENR	Charlotte Lopez	1954-05-07	UHC-73997-97	2682990590	4337 Sage Ct, Houston, TX, 77053	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-103128	ENR	David Lee	1985-08-06	UHC-74528-53	3564246513	5533 Hillcrest Rd, Charlotte, NC, 28232	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122424	ENR	Gerald Jenkins	2007-05-14	UHC-23383-39	5225566908	9796 Desert Sky Blvd, Chandler, AZ, 85242	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100390	ENR	Dylan H Ward	1955-09-11	UHC-05616-94	6008875306	5642 Forest Ave, Denver, CO, 80252	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125791	ENR	Benjamin N Walalce	1965-01-20	UHC-50637-29	4203888934	4079 Camelback Rd, Houston, TX, 77027	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-126421	ENR	Henry W Roberts	1947-04-05	UHC-26362-50	2096128754	709 Camelback Rd, Phoenix, AZ, 85059	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-125628	ENR	Gloria Walker	1952-10-05	UHC-25531-36	5228501157	3777 Willow Ct, Denver, CO, 80232	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-104228	ENR	Justin N Jenkins	1959-09-21	UHC-42783-82	9624222395	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-117752	ENR	Jerry L Dean	1971-12-28	UHC-44157-23	—	1126 Highland Ave, San Diego, CA, 92123	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
ENR-118146	ENR	Christian S Riiley	2008-03-17	UHC-45394-30	7187169370	1236 Forest Ave, Gilbert, AZ, 85249	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133018	ENR	Matthew Johnston	1963-11-09	UHC-74830-58	3702897811	416 Oak St, Jacksonville, FL, 32273	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-106614	ENR	Richard Washington	1988-08-26	UHC-88068-66	3747511524	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-120637	ENR	Barbara R Brown	1968-11-14	UHC-93628-44	7309086890	1741 Market St, Jacksonville, FL, 32230	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-101088	ENR	Sarrah Garrett	1982-06-22	UHC-10408-31	2517175277	9114 Indian School Rd, San Diego, CA, 92186	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108420	ENR	Priya Long	1963-10-20	UHC-81049-33	6912119338	8124 Lincoln Way, Dallas, TX, 75239	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-130662	ENR	Amber T Wells	1953-04-11	UHC-80479-97	8446790447	3814 Palm Dr, Eden Prairie, MN, 55386	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-100541	ENR	Yuki L Alvarez	1968-03-25	UHC-52693-23	6543006021	2679 Oak St, Phoenix, AZ, 85041	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-113888	ENR	Terry Cunninghem	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-123907	ENR	Saamantha Gordon	2005-11-22	UHC-25459-19	3507238164	8170 Central Ave, Seattle, WA, 98194	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107182	ENR	Alexis P Meyer	1985-09-04	UHC-17132-60	8344140412	6460 Baseline Rd, Mesa, AZ, 85249	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-129898	ENR	Charlotte Owens	2000-08-15	UHC-35865-73	9769875126	5148 Elm St, Denver, CO, 80222	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-120280	ENR	Wayne D Robinson	1981-03-08	UHC-81887-49	9208112178	5518 Grand Ave, Miami, FL, 33132	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113157	ENR	Charlotte Gordon	1983-07-13	UHC-89715-25	2779909271	4034 Mountain View Dr, Orlando, FL, 32879	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134147	ENR	Benjamin E Edwards	2006-02-21	UHC-48597-31	5843188990	986 Hillcrest Rd, Los Angeles, CA, 90045	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-127717	ENR	Michelle L Powell	1966-11-26	UHC-01700-56	8846791047	7546 Ocean Ave, Chandler, AZ, 85269	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
ENR-100568	ENR	Madison Elliott	1940-02-25	UHC-89732-71	—	3665 Forest Ave, Las Vegas, NV, 89187	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-122144	ENR	Terry I Richardson	1984-07-04	UHC-96410-44	5068021794	6145 Park Pl, San Antonio, TX, 78286	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-130916	ENR	Martha R Lewis	2005-07-20	UHC-83453-88	7503410732	9277 Bayshore Dr, Columbus, OH, 43224	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-130502	ENR	Paul Q Murphy	1957-04-01	UHC-27643-08	—	516 Apache Blvd, Phoenix, AZ, 85061	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-115749	ENR	Zachry I Warren	1979-12-05	UHC-78756-44	7182869086	4218 Forest Ave, Tampa, FL, 33688	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-118021	ENR	Theresa Mendez	1976-12-25	UHC-72420-38	4758232018	7707 River Rd, Miami, FL, 33156	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-113570	ENR	Emma Wagner	1944-08-22	UHC-58060-51	5219507268	5589 Broadway, Orlando, FL, 32855	0.66	Two-digit birth year Address re-cased City re-cased State name converted to code+1 more
ENR-141532	ENR	Robert Y Wagner	1983-01-15	UHC-47936-01	—	3375 Palm Dr, Sacramento, CA, 95829	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122852	ENR	Tyler P Hughes	1985-02-21	UHC-11147-61	3783070468	1804 Lincoln Way, Sacramento, CA, 95829	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-137697	ENR	Dennis M Silva	2003-04-26	UHC-11615-13	4198809545	4571 Park Pl, Houston, TX, 77063	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111422	ENR	Ruuth K Gonzales	1968-09-09	UHC-72955-39	8623603354	3889 Union St, Miami, FL, 33147	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-141213	ENR	Jerry Roberts	2005-11-21	UHC-19892-59	—	8059 Valley View Dr Apt 13, Scottsdale, AZ, 85272	0.66	Two-digit birth year Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-101556	ENR	Roy Edwards	1980-10-27	UHC-05716-52	8002228995	9598 Spring St, Los Angeles, CA, 90008	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-126537	ENR	Christine W Jimenez	2000-08-25	UHC-90658-11	—	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+1 more
ENR-107848	ENR	Ahmed Gibson	1955-01-10	UHC-88536-62	—	5266 Main St, San Diego, CA, 92155	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-128941	ENR	Jerry N Foster	2005-11-25	UHC-52520-66	7664510793	4012 Lake View Rd, Houston, TX, 77047	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-123768	ENR	Kimberly Vargas	1986-06-22	UHC-30183-37	—	5236 Cedar Ln Apt 20, Los Angeles, CA, 90023	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-105720	ENR	Walter R Little	1951-10-01	UHC-20944-17	—	7642 Pine Dr, Phoenix, AZ, 85002	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-104014	ENR	Kimberly G Obrien	1996-04-16	UHC-26739-82	3629054509	2903 Ocean Ave, Miami, FL, 33195	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more

2,874 rows, page 38 of 58Previous Next